diff --git a/cs231n_2022/assignment2/BatchNormalization.ipynb b/cs231n_2022/assignment2/BatchNormalization.ipynb index 2f12a29..bb675a1 100644 --- a/cs231n_2022/assignment2/BatchNormalization.ipynb +++ b/cs231n_2022/assignment2/BatchNormalization.ipynb @@ -817,13 +817,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "tags": [ "pdf-ignore-input" ] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No normalization: batch size = 5\n", + "Normalization: batch size = 5\n", + "Normalization: batch size = 10\n", + "Normalization: batch size = 50\n" + ] + } + ], "source": [ "def run_batchsize_experiments(normalization_mode):\n", " np.random.seed(231)\n", @@ -877,9 +888,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.subplot(2, 1, 1)\n", "plot_training_history('Training accuracy (Batch Normalization)','Epoch', solver_bsize, bn_solvers_bsize, \\\n", @@ -893,6 +915,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": { "tags": [ @@ -904,7 +927,7 @@ "Describe the results of this experiment. What does this imply about the relationship between batch normalization and batch size? Why is this relationship observed?\n", "\n", "## Answer:\n", - "[FILL THIS IN]\n" + "Training with small batch size with batch normalization has worse performance than without batch normalization. A subset of the training set is used to estimate the mean and the variance. With a small batch size, these statistics can be noisy. On the other hand, with a large batch size we can obtain a better approximation." ] }, {